{
    "info": {
        "author": "Jonas Rauber",
        "author_email": "git@jonasrauber.de",
        "bugtrack_url": null,
        "classifiers": [
            "Development Status :: 3 - Alpha",
            "Intended Audience :: Developers",
            "Intended Audience :: Science/Research",
            "License :: OSI Approved :: MIT License",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.6",
            "Topic :: Scientific/Engineering :: Artificial Intelligence"
        ],
        "description": ".. image:: https://badge.fury.io/py/foolbox-native.svg\n    :target: https://badge.fury.io/py/foolbox-native\n\n.. image:: https://img.shields.io/badge/code%20style-black-000000.svg\n    :target: https://github.com/ambv/black\n\n\n==============\nFoolbox Native\n==============\n\nFoolbox Native is an extension for `Foolbox <https://github.com/bethgelab/foolbox>`_\nthat tries to bring native performance to Foolbox. This extension is a\nprototype with the goal of ultimately becoming part of Foolbox itself.\nPlease be aware of the the differences to Foolbox listed below.\n\nFoolbox Native currently provides full support for:\n\n* PyTorch\n* TensorFlow\n* JAX\n\nOther frameworks can be used as well by falling back to Foolbox for the\nmodel API, see below.\n\nInstallation\n------------\n\n.. code-block:: bash\n\n   pip install --upgrade foolbox-native\n\n\nPyTorch Example\n---------------\n\n.. code-block:: python\n\n   import foolbox.ext.native as fbn\n   import torchvision.models as models\n\n   # instantiate a model\n   model = models.resnet18(pretrained=True).eval()\n   preprocessing = dict(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225], axis=-3)\n   fmodel = fbn.models.PyTorchModel(model, bounds=(0, 1), preprocessing=preprocessing)\n\n   # get data and test the model\n   images, labels = fbn.utils.samples(fmodel, dataset='imagenet', batchsize=16)\n   print(fbn.utils.accuracy(fmodel, images, labels))\n   # -> 0.9375\n\n   # apply the attack\n   attack = fbn.attacks.LinfinityBasicIterativeAttack(fmodel)\n   adversarials = attack(images, labels, epsilon=0.03, step_size=0.005)  # L-inf norm\n   print(fbn.utils.accuracy(fmodel, adversarials, labels))\n   # -> 0.0\n\n   # apply another attack\n   attack = fbn.attacks.L2BasicIterativeAttack(fmodel)\n   adversarials = attack(images, labels, epsilon=2.0, step_size=0.2)  # L2 norm\n   print(fbn.utils.accuracy(fmodel, adversarials, labels))\n   # -> 0.0\n\nTensorFlow Example\n------------------\n\n.. code-block:: python\n\n   import foolbox.ext.native as fbn\n   import tensorflow as tf\n\n   # instantiate a model\n   model = tf.keras.applications.ResNet50(weights='imagenet')\n   preprocessing = dict(flip_axis=-1, mean=[104., 116., 123.])  # RGB to BGR\n   fmodel = fbn.models.TensorFlowModel(model, bounds=(0, 255), preprocessing=preprocessing)\n\n   # get data and test the model\n   images, labels = fbn.utils.samples(fmodel, dataset='imagenet', batchsize=16)\n   print(fbn.utils.accuracy(fmodel, images, labels))\n\n   # apply the attack\n   attack = fbn.attacks.LinfinityBasicIterativeAttack(fmodel)\n   adversarials = attack(images, labels, epsilon=0.03 * 255., step_size=0.005 * 255.)  # L-inf norm\n   print(fbn.utils.accuracy(fmodel, adversarials, labels))\n\n   # apply another attack\n   attack = fbn.attacks.L2BasicIterativeAttack(fmodel)\n   adversarials = attack(images, labels, epsilon=2.0 * 255., step_size=0.2 * 255.)  # L2 norm\n   print(fbn.utils.accuracy(fmodel, adversarials, labels))\n\nRobust Accuracy Evaluation\n--------------------------\n\n.. code-block:: python\n\n   import foolbox.ext.native as fbn\n\n   # get fmodel, images, labels like above\n   fmodel = ...\n   images, labels = ...\n\n   attacks = [\n       L2BasicIterativeAttack,\n       L2CarliniWagnerAttack,\n       L2ContrastReductionAttack,\n       BinarySearchContrastReductionAttack,\n       LinearSearchContrastReductionAttack,\n   ]\n   epsilons = [0.0, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 128.0]\n\n   _, robust_accuracy = fbn.evaluate_l2(fmodel, x, y, attacks=attacks, epsilons=epsilons)\n   print(robust_accuracy)\n\n   # Plot an accuracy-distortion curve\n   plt.plot(epsilons, robust_accuracy)\n\nOther Frameworks\n----------------\n\nFoolbox Native supports all frameworks supported by the standard Foolbox\nby simply wrapping the ``foolbox.models.*`` classes using ``fbn.model.FoolboxModel``.\nThis, however, comes with a performance penalty. Nevertheless, it still\nallows one to profit from the manually batched attack reimplementations\nthat come with Foolbox Native.\n\nImportant differences to Foolbox\n--------------------------------\n\nUnlike Foolbox:\n\n* Foolbox Native does not yet guarantee API stability (expect breaking changes)\n\n* Foolbox Native is currently limited to very few attacks\n\n* Foolbox Native does not make any guarantees about the output of an attack\n\n  * The user is responsible for checking if the returned samples are adversarial\n\n  * Whether the size of the perturbations is guaranteed depends on the attack\n\n  * Foolbox, on the other hand, searches for the smallest perturbation while\n    guaranteeing that the returned samples are adversarial",
        "description_content_type": "text/x-rst",
        "docs_url": null,
        "download_url": "",
        "downloads": {
            "last_day": -1,
            "last_month": -1,
            "last_week": -1
        },
        "home_page": "https://github.com/jonasrauber/foolbox-native",
        "keywords": "",
        "license": "",
        "maintainer": "",
        "maintainer_email": "",
        "name": "foolbox-native",
        "package_url": "https://pypi.org/project/foolbox-native/",
        "platform": "",
        "project_url": "https://pypi.org/project/foolbox-native/",
        "project_urls": {
            "Homepage": "https://github.com/jonasrauber/foolbox-native"
        },
        "release_url": "https://pypi.org/project/foolbox-native/0.8.0/",
        "requires_dist": null,
        "requires_python": "",
        "summary": "Foolbox Native is an extension for Foolbox that tries to bring native performance to Foolbox. This extension is a prototype with the goal of ultimately becoming part of Foolbox itself.",
        "version": "0.8.0",
        "yanked": false,
        "yanked_reason": null
    },
    "last_serial": 6459038,
    "releases": {
        "0.1.0": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "17c6fb059c1763d3b5f938f02d26bcc0",
                    "sha256": "ff489b798588f82701a3b13420880f3c146caff43119b5f01d64a50fee1f3a06"
                },
                "downloads": -1,
                "filename": "foolbox-native-0.1.0.tar.gz",
                "has_sig": false,
                "md5_digest": "17c6fb059c1763d3b5f938f02d26bcc0",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 2093,
                "upload_time": "2019-10-28T18:39:43",
                "upload_time_iso_8601": "2019-10-28T18:39:43.947654Z",
                "url": "https://files.pythonhosted.org/packages/f5/c3/c820c5436fdd399af228302fceb5f8695153dfb7a680a9b33b3889d0cd21/foolbox-native-0.1.0.tar.gz",
                "yanked": false,
                "yanked_reason": null
            }
        ],
        "0.2.0": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "6e7123fb5ee30d4c300c34f260ff105d",
                    "sha256": "a021e9189181384566fbcb43709cf6e07d9afa05fef7312153c5175b3e4f79c0"
                },
                "downloads": -1,
                "filename": "foolbox-native-0.2.0.tar.gz",
                "has_sig": false,
                "md5_digest": "6e7123fb5ee30d4c300c34f260ff105d",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 2099,
                "upload_time": "2019-10-29T10:55:41",
                "upload_time_iso_8601": "2019-10-29T10:55:41.121907Z",
                "url": "https://files.pythonhosted.org/packages/34/ba/be7cb5f69c0ab4b23cf89f4a736745939e6a7f73bef0a3895ae1d058e4d1/foolbox-native-0.2.0.tar.gz",
                "yanked": false,
                "yanked_reason": null
            }
        ],
        "0.2.1": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "f1fdc2cd89214ee93b96d34a6163864e",
                    "sha256": "40dbdf0fa99305640428571961a44fadc19d9cc2d3500c359e77f8fac51ac769"
                },
                "downloads": -1,
                "filename": "foolbox-native-0.2.1.tar.gz",
                "has_sig": false,
                "md5_digest": "f1fdc2cd89214ee93b96d34a6163864e",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 2250,
                "upload_time": "2019-10-29T13:11:01",
                "upload_time_iso_8601": "2019-10-29T13:11:01.043530Z",
                "url": "https://files.pythonhosted.org/packages/04/67/0c8de608c87eb7e7fcf2e799bde56d2acc1732d72514079d45cf88548ce5/foolbox-native-0.2.1.tar.gz",
                "yanked": false,
                "yanked_reason": null
            }
        ],
        "0.2.2": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "7035838096be595f7b1f6d7a5cfc07b9",
                    "sha256": "14cf46874066b94e4a6c020d4404d744d2213fe8431e68d29d0df2bddd07c9d2"
                },
                "downloads": -1,
                "filename": "foolbox-native-0.2.2.tar.gz",
                "has_sig": false,
                "md5_digest": "7035838096be595f7b1f6d7a5cfc07b9",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 2281,
                "upload_time": "2019-10-29T13:30:06",
                "upload_time_iso_8601": "2019-10-29T13:30:06.294549Z",
                "url": "https://files.pythonhosted.org/packages/6b/4e/353577fa941a634756cf0765c0bec905e5f9dc81daadf586440ad9356fa7/foolbox-native-0.2.2.tar.gz",
                "yanked": false,
                "yanked_reason": null
            }
        ],
        "0.2.3": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "2b480718133575656b78cb5b74626269",
                    "sha256": "e56fab1db4df19292e2675e304a63fbc10a9ebf015a26468731cc3b4099c29c0"
                },
                "downloads": -1,
                "filename": "foolbox-native-0.2.3.tar.gz",
                "has_sig": false,
                "md5_digest": "2b480718133575656b78cb5b74626269",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 3930,
                "upload_time": "2019-10-29T13:37:12",
                "upload_time_iso_8601": "2019-10-29T13:37:12.265680Z",
                "url": "https://files.pythonhosted.org/packages/c5/2b/474566e7c7a2a8cd3c48211efbde1d18c2e19259020a7a2413fc7e77dc33/foolbox-native-0.2.3.tar.gz",
                "yanked": false,
                "yanked_reason": null
            }
        ],
        "0.3.0": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "9eee21e7349035f1bff479d40bff5ce8",
                    "sha256": "6a9d3faa717c55cc6930f37b57617c9beae40cab1a28047497443332bbc1e6c5"
                },
                "downloads": -1,
                "filename": "foolbox-native-0.3.0.tar.gz",
                "has_sig": false,
                "md5_digest": "9eee21e7349035f1bff479d40bff5ce8",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 6598,
                "upload_time": "2019-10-29T18:07:30",
                "upload_time_iso_8601": "2019-10-29T18:07:30.615546Z",
                "url": "https://files.pythonhosted.org/packages/b2/6e/70d66067c0fa1e6a20b592ab14fb61d34a6f1f1c8c63794568a53f7a7203/foolbox-native-0.3.0.tar.gz",
                "yanked": false,
                "yanked_reason": null
            }
        ],
        "0.4.0": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "400afa1aa6c0572d3153c0faed20bc33",
                    "sha256": "aad6284805ee1d100cd28a2d1db6e216f729af0520f7adcb9949744f7a201251"
                },
                "downloads": -1,
                "filename": "foolbox-native-0.4.0.tar.gz",
                "has_sig": false,
                "md5_digest": "400afa1aa6c0572d3153c0faed20bc33",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 7173,
                "upload_time": "2019-10-29T23:20:12",
                "upload_time_iso_8601": "2019-10-29T23:20:12.251871Z",
                "url": "https://files.pythonhosted.org/packages/16/6a/5f0cc12305f45effc2392665b7feacedb2a51685779b27f5f14c49479af1/foolbox-native-0.4.0.tar.gz",
                "yanked": false,
                "yanked_reason": null
            }
        ],
        "0.4.1": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "8692cc22d0a820100efcbd4c242ef021",
                    "sha256": "d44abdb280f3aa05dff9946dc7f50270f7cb626a2cf368d615954555b7670656"
                },
                "downloads": -1,
                "filename": "foolbox-native-0.4.1.tar.gz",
                "has_sig": false,
                "md5_digest": "8692cc22d0a820100efcbd4c242ef021",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 7167,
                "upload_time": "2019-10-29T23:22:52",
                "upload_time_iso_8601": "2019-10-29T23:22:52.778711Z",
                "url": "https://files.pythonhosted.org/packages/3b/cc/9720a69691c2774e224ef591883cc426acc5c068015d56d7244cfc0ffe2a/foolbox-native-0.4.1.tar.gz",
                "yanked": false,
                "yanked_reason": null
            }
        ],
        "0.5.0": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "6ee9be7db8aae014b65e43ef4dd3b35f",
                    "sha256": "f10801496da321e5ee12685dc9a6dc945417b73037bbc6afb09f607fc0ef8068"
                },
                "downloads": -1,
                "filename": "foolbox-native-0.5.0.tar.gz",
                "has_sig": false,
                "md5_digest": "6ee9be7db8aae014b65e43ef4dd3b35f",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 7716,
                "upload_time": "2019-10-30T00:00:38",
                "upload_time_iso_8601": "2019-10-30T00:00:38.507309Z",
                "url": "https://files.pythonhosted.org/packages/ec/39/dc4982d06e1f7e4e16ec61f873247dffb87c87afce642fc272d4b47536ef/foolbox-native-0.5.0.tar.gz",
                "yanked": false,
                "yanked_reason": null
            }
        ],
        "0.6.0": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "03c87546ce0c537638e3aba53676c4c6",
                    "sha256": "f60f1e787df9107057eb0907a59774d4ab0489710134b02d889fcb921072d93c"
                },
                "downloads": -1,
                "filename": "foolbox-native-0.6.0.tar.gz",
                "has_sig": false,
                "md5_digest": "03c87546ce0c537638e3aba53676c4c6",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 10499,
                "upload_time": "2019-10-30T19:24:56",
                "upload_time_iso_8601": "2019-10-30T19:24:56.470779Z",
                "url": "https://files.pythonhosted.org/packages/ba/b4/3086e1df2c226c0eb4ab12b304659a4f0358742f49c141b28d93745dee86/foolbox-native-0.6.0.tar.gz",
                "yanked": false,
                "yanked_reason": null
            }
        ],
        "0.6.1": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "b9a37753e253151cb3a0713111436529",
                    "sha256": "253da33657117b0f2843695843419b9ead911c015ff44d4d3773fde7b36f43fc"
                },
                "downloads": -1,
                "filename": "foolbox-native-0.6.1.tar.gz",
                "has_sig": false,
                "md5_digest": "b9a37753e253151cb3a0713111436529",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 10578,
                "upload_time": "2019-10-31T12:31:25",
                "upload_time_iso_8601": "2019-10-31T12:31:25.851918Z",
                "url": "https://files.pythonhosted.org/packages/b7/17/f4c2a46c6030dee97a18e3a2e547d2ad7a7e2b4752e6097e22b62fe9d96f/foolbox-native-0.6.1.tar.gz",
                "yanked": false,
                "yanked_reason": null
            }
        ],
        "0.6.2": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "c98e7cfc999038c30bf520ae76708295",
                    "sha256": "48376a1b6283c15e9010ee433fe058b71acae4bf46c2e036cfbf5a9258c584bd"
                },
                "downloads": -1,
                "filename": "foolbox-native-0.6.2.tar.gz",
                "has_sig": false,
                "md5_digest": "c98e7cfc999038c30bf520ae76708295",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 10610,
                "upload_time": "2019-10-31T16:53:45",
                "upload_time_iso_8601": "2019-10-31T16:53:45.498368Z",
                "url": "https://files.pythonhosted.org/packages/43/db/61efe3f335791e0d1fd5bae7056dc16f1034a7a2edea2a1e1a703ae88989/foolbox-native-0.6.2.tar.gz",
                "yanked": false,
                "yanked_reason": null
            }
        ],
        "0.7.0": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "212a72f5d714f10604cd1e57c5b04a4a",
                    "sha256": "1df51fcb78c230883931bdfc74a4d0f3a6dcd4708298e37d733e111d0834704c"
                },
                "downloads": -1,
                "filename": "foolbox-native-0.7.0.tar.gz",
                "has_sig": false,
                "md5_digest": "212a72f5d714f10604cd1e57c5b04a4a",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 19776,
                "upload_time": "2020-01-10T15:15:38",
                "upload_time_iso_8601": "2020-01-10T15:15:38.805607Z",
                "url": "https://files.pythonhosted.org/packages/2c/06/be6f592be85740291b57452df5689ac3be5e992664ea44ab42c4a0345899/foolbox-native-0.7.0.tar.gz",
                "yanked": false,
                "yanked_reason": null
            }
        ],
        "0.8.0": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "20297f4b313e35e1dd8a0ca4d1685742",
                    "sha256": "866f3907a2619e935c1a0f8dc2dd40cd05278c462a662728c90fdb346ecb25f9"
                },
                "downloads": -1,
                "filename": "foolbox-native-0.8.0.tar.gz",
                "has_sig": false,
                "md5_digest": "20297f4b313e35e1dd8a0ca4d1685742",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 38166,
                "upload_time": "2020-01-15T14:42:48",
                "upload_time_iso_8601": "2020-01-15T14:42:48.777253Z",
                "url": "https://files.pythonhosted.org/packages/72/98/01079ac2d91fa18637dad28895b0a9d963fabc9d5245a12ed278dc6559ff/foolbox-native-0.8.0.tar.gz",
                "yanked": false,
                "yanked_reason": null
            }
        ]
    },
    "urls": [
        {
            "comment_text": "",
            "digests": {
                "md5": "20297f4b313e35e1dd8a0ca4d1685742",
                "sha256": "866f3907a2619e935c1a0f8dc2dd40cd05278c462a662728c90fdb346ecb25f9"
            },
            "downloads": -1,
            "filename": "foolbox-native-0.8.0.tar.gz",
            "has_sig": false,
            "md5_digest": "20297f4b313e35e1dd8a0ca4d1685742",
            "packagetype": "sdist",
            "python_version": "source",
            "requires_python": null,
            "size": 38166,
            "upload_time": "2020-01-15T14:42:48",
            "upload_time_iso_8601": "2020-01-15T14:42:48.777253Z",
            "url": "https://files.pythonhosted.org/packages/72/98/01079ac2d91fa18637dad28895b0a9d963fabc9d5245a12ed278dc6559ff/foolbox-native-0.8.0.tar.gz",
            "yanked": false,
            "yanked_reason": null
        }
    ],
    "vulnerabilities": []
}